Industry guide

Construction project records AI labs want: RFIs, change orders and logs

Every project leaves a paper trail of problems solved: the RFI about a clash in the drawings, the change order that followed, the submittal sent back twice, and the daily log that recorded the rain delay. That trail is what AI companies need to build agents for project management.

Most of it already sits in Procore or a similar platform, email, scheduling tools and estimating software. Buyers want the written trail of how your team actually does the work, so most owners lead with SOPs and training material, then add day-to-day records once personal details are dealt with.

AI Data Offers research deskChecked against our methodology Updated October 28, 2026 5 min read 12 sources
Key figure
11,835
Buyers' published range
$100K to $2M+
Time to a written offer
Days to 2 weeks
Owner time, per buyers
1 to 3 hours

01 / What buyers value

Records a buyer will look for at a construction company

  • RFI logs and responses

    Where it lives

    Procore or shared logs

    Why a buyer wants it

    Questions, answers and the drawings behind them

    Raise first

    Architect and owner names

  • Change orders

    Where it lives

    Project platform and email

    Why a buyer wants it

    Cost and schedule decisions with reasons

    Raise first

    Contract values

  • Submittals and review comments

    Where it lives

    Project platform

    Why a buyer wants it

    Back and forth on materials and methods

    Raise first

    Supplier pricing

  • Daily logs and site reports

    Where it lives

    Project platform

    Why a buyer wants it

    What happened on site each day

    Raise first

    Worker names and injuries

  • Bids, estimates and buyout

    Where it lives

    Estimating software

    Why a buyer wants it

    How work is priced and bought

    Raise first

    Subcontractor pricing

02 / Value

Putting a number on a construction company's data

No buyer publishes a price list by industry. What they do publish is a range for a whole company: micro1, Polyshares and Ventra each advertise deals from roughly $100K to $2M or more, and Pewter's licensing partner cites examples between $350K and $650K. Read those as the buyers' own marketing figures, not offers.

For a construction company of about 45 people, three things move the number most: how many years of history you have, how much of the work is written down in one place, and how cleanly client and employee details can be removed. Try the worth estimator for a range based on your size.

03 / Buyers

Which buyers take construction companies

On Troveo's intake form, the closest category ("construction and trades") sits in the second of its four demand tiers, which it describes as above-average demand. Polyshares accepts construction and specialty trades, though it does not mark it as premium.

  • micro1

    Published size rule

    Asks for at least 30 staff, with no upper limit

    A 45-person construction company

    Fits at 45

  • Mode

    Published size rule

    At least 20 full-time US office employees, or 10 for accounting and 6 for law

    A 45-person construction company

    Fits at 45

  • Nyne

    Published size rule

    At least 20 W-2 staff in the US and three years of history

    A 45-person construction company

    Fits at 45

  • Pewter

    Published size rule

    At least 20 people and three years, with a higher bar in some sectors

    A 45-person construction company

    Fits at 45

  • Ventra

    Published size rule

    At least 30 US staff and three years of data

    A 45-person construction company

    Fits at 45

  • Endless

    Published size rule

    Around 30 people or more

    A 45-person construction company

    Fits at 45

  • Polyshares

    Published size rule

    No headcount floor; it weighs how deep the record goes

    A 45-person construction company

    No size floor

  • Mercor

    Published size rule

    Publishes no minimum

    A 45-person construction company

    No size floor

  • Troveo

    Published size rule

    Publishes no minimum (its calculator begins at 20)

    A 45-person construction company

    No size floor

Checked against a typical construction company of 45 people. Ask each buyer whether contractors and part-time staff count.

Some buyers pay us a referral fee. It never changes your price, and it never changes the order of our rankings.

04 / Typical week

What one ordinary week produces

  • Monday: three RFIs logged after a coordination meeting.
  • Tuesday: a submittal returned with comments on fire stopping.
  • Wednesday: weather stops concrete and the daily log says why.
  • Thursday: a change order priced for owner-requested work.
  • Friday: a three-week lookahead updated and sent to subs.

Illustrative. Multiply one week by every year you have kept, and that is the record a buyer is looking at. The written decisions matter more than the totals.

05 / Segments

Segments within construction companies

  • Commercial general contractors: RFI registers, pay applications, buyout files and closeout records from commercial GCs are in demand. Who buys them and what to raise first.
  • Residential builders and remodelers: Selections, homeowner change orders, estimates and client messages show how residential projects run. Who buys this data and how to protect homeowners.
  • Procore data: RFIs, submittals, daily logs and change events in Procore are what AI buyers want. How to export a project archive and what to check first.
  • Buildertrend data: Daily logs, homeowner messages, selections and change orders in Buildertrend are what buyers want from residential builders. How to get it out.

06 / Process

How a deal works

  1. 1

    Check the fit

    Answer a few questions about headcount, years of records and the systems you use. No files change hands.

  2. 2

    Inventory call

    A buyer walks through what you hold and what it wants. Most say the owner spends one to three hours in total.

  3. 3

    Written offer

    Buyers usually send terms within days to two weeks: price, scope, term and whether the deal is exclusive.

  4. 4

    Clean and deliver

    Personal details are removed under the agreed method, then a copy is exported. Your originals stay where they are.

  • micro1

    What it asks for

    Procedures, internal wikis, project and task history, CRM activity

    Offer and payment

    Up to 30 days to review, then paid within 30 days of invoice

    Ask about

    Its master terms describe a perpetual license. It says it strips personal details "when relevant", so ask exactly how.

  • Ventra

    What it asks for

    Mainly inboxes, recorded calls and helpdesk tickets

    Offer and payment

    Offer in 3 to 7 days, then net 30 or 60

    Ask about

    Its terms warn it may be unable to erase data after delivery.

  • Polyshares

    What it asks for

    Inboxes, recorded calls, helpdesk tickets and ERP extracts

    Offer and payment

    Offer in 1 to 2 weeks, paid in 30 to 60 days

    Ask about

    Licenses are exclusive by default.

  • Pewter

    What it asks for

    Operating records for the industries on its list

    Offer and payment

    No fee to the owner, it says

    Ask about

    Launched October 2026 by a Florida sales agency. Its licensing partner, not Pewter, signs and pays.

In each buyer's own published words. Terms change, so confirm them in writing before you sign.

07 / Timing

If you are selling or winding down

A data license can sit alongside a sale or a wind-down. If you are selling the business, agree with the acquirer who keeps the right to license the archive. If you are closing down, keep the workspace and inboxes alive until a buyer has seen them. A closed company is not out of options: SimpleClosure reports more than 150 completed sales of shut-down startups' archives.

FAQ

Questions, answered

Do we need the owner's permission?

Sometimes. Read the confidentiality and document ownership clauses in your contracts. Your own procedures, estimates and internal email are usually easier to license than owner-provided drawings.

How in demand is construction data?

Troveo puts construction and trades in its above-average demand tier, and construction platforms are already competing over this data for their own AI tools.

Is a 45-person construction company big enough?

9 of the 9 buyers in our size check take a construction company that size, going by their own published rules. Below 20 people your options narrow to the buyers with no stated minimum.

Do we lose our records if we license them?

No. A license gives the buyer a copy for agreed uses and your originals stay put. Read the term and deletion clauses closely: micro1's master terms describe a perpetual license, and Ventra warns it may be unable to erase data after delivery.

Find the buyers that fit your company

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Keep reading

Sources

Every number on this page links back to one of these.

  1. 1enr.com: Construction platforms are already fighting over data to train ai agenenr.com
  2. 2onetonline.org: 4.C.1.a.2.honetonline.org
  3. 3Troveo: Business data programtroveo.ai
  4. 4Polyshares: Sell company datapolyshares.com
  5. 5micro1: Company referral programmicro1.ai
  6. 6Beri: micro1 enterprise data partnerships, terms and risksberi.net
  7. 7Mode: Data program requirementsdata.mode.inc
  8. 8Nyne: Sell company datanyne.ai
  9. 9Pewter: Company data licensingpewterdata.com
  10. 10Pewter: Partner examplespewterdata.com
  11. 11Ventra: Company datajoinventra.com
  12. 12US Census Bureau: Statistics of US Businesses, 2022www2.census.gov

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